Show HN: Ten years of running every day, visualized

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The author started running in their late twenties and initially had a pattern of motivation followed by long breaks. However, in July 2015, they began a streak that lasted ten years, running in various places and conditions.

Measuring the impact of AI on experienced open-source developer productivity

https://metr.org/assets/images/downlift/forecasted-vs-observed.png
We conducted a randomized controlled trial to measure the impact of early-2025 AI tools on experienced open-source developers' productivity. The results showed that developers took 19% longer to complete tasks when using AI tools.

Show HN: Pangolin – Open source alternative to Cloudflare Tunnels

https://raw.githubusercontent.com/fosrl/pangolin/main/public/screenshots/hero.png
Pangolin is a self-hosted reverse proxy server with identity and access control for secure private resource exposure. It connects isolated networks via encrypted tunnels, enabling easy access to remote services without opening ports.

Grok 4 Launch [video]

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German court rules Meta tracking technology violates European privacy laws

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A German court ruled Meta must pay €5,000 for violating data privacy laws by embedding tracking technology in third-party websites without consent. The ruling sets a precedent for class action lawsuits, potentially exposing Meta to large fines over data privacy violations.

Flix – A powerful effect-oriented programming language

https://github.blog/wp-content/uploads/2008/12/forkme_right_green_007200.png

Grok 4

https://static.simonwillison.net/static/2025/grok4-pelican.png
Grok 4 is a paid reasoning model with image and text input, text output, and 256,000 context length. It beats other models on most benchmarks, with a competitively priced plan starting at $3/million for input tokens.

Graphical Linear Algebra

Arithmetic and geometry are connected sciences that support each other. A blog discusses their connection and invites readers to subscribe and contribute to translations.

Andrew Ng: Building Faster with AI [video]

FOKS: Federated Open Key Service

https://foks.pub/img/foks.png
FOKS is installed on macOS using a prebuilt Cask distribution method through homebrew. Installation involves running a curl command or using apt-get/dnf for subsequent installs.

Show HN: Open source alternative to Perplexity Comet

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BrowserOS is an open-source agentic browser that runs AI agents locally. Your privacy-first alternative to Perplexity Comet.

Is Gemini 2.5 good at bounding boxes?

https://simedw.com/2025/07/10/gemini-bounding-boxes/images/dog-1.png
Gemini 2.5 Pro object detector matches Yolo V3 from 2018 on MS-COCO val with 0.34 mAP. Large language models like Gemini show versatility in computer vision tasks, but CNNs remain faster and easier to reason about.

AI coding tools can reduce productivity

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A recent study found that experienced developers working on mature projects saw a 19% decrease in productivity when using AI coding tools, contradicting anecdotal reports of huge productivity boosts. The study suggests that current AI tools are less useful for experienced developers working on complex codebases, but may be more beneficial for less-experienced developers or in specific tasks ...

Red Hat Technical Writing Style Guide

The Red Hat Style Guide offers comprehensive guidelines for technical writing, including punctuation, grammar, translation strategies, and content design. Updated in February 2024 with additional resources and clarifications to improve consistency across documentation.

Underwater turbine spinning for 6 years off Scotland's coast is a breakthrough

A turbine in Scotland's coast has spun for over six years, harnessing ocean tides for electricity, demonstrating commercial viability of tidal energy technology. This record paves the way for bigger tidal energy farms and makes it more appealing to investors.

A Virginia public library is fighting off a takeover by private equity

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The Samuels Public Library in Virginia successfully fought off a takeover by a private equity group after community support and funding cuts. The library, founded in 1799, now faces uncertain funding after local officials withheld annual funding citing poor management.

Show HN: Cactus – Ollama for Smartphones

https://raw.githubusercontent.com/cactus-compute/cactus/main/assets/banner.jpg
Cactus supports various models from FP32 to 2-bit quantized for efficiency and less device strain. It provides tools for AI tasks like reminders, gallery search, and message replies.

How to prove false statements: Practical attacks on Fiat-Shamir

https://www.quantamagazine.org/wp-content/uploads/2025/07/RonRothblum-coRonRothblum.webp
Researchers have found a method to trick proof systems into certifying false statements using hash functions. This attack affects blockchains and other cryptographic applications that rely on the Fiat-Shamir transformation.

Matt Trout has died

https://www.shadowcat.co.uk/wp-content/uploads/2025/07/YAPC-2007-Day-Two-and-Three-111-scaled.jpg
Matt S. Trout, co-founder of Shadowcat Systems, has passed away at 42 after a battle with health. He took a sabbatical from work and projects due to his health issues.

Show HN: Bedrock – An 8-bit computing system for running programs anywhere

https://benbridle.com/images/bedrock-screenshot.png
Bedrock is a virtual computer system specification that allows writing programs to run on any device with an emulator. It has 32 instructions and 12 devices, and can run on Windows, Linux, the web, and Nintendo DS.

Show HN: Typeform was too expensive so I built my own forms

https://www.ikiform.com/hero/bg.webp
Ikiform is an open-source form builder like Typeform and Google Forms, offering AI-powered form creation and simple pricing. It helps create beautiful, interactive forms easily with features like rate limiting and content filtering.

Kite News

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Seven Engineers Suspended After $2.3M Bridge Includes 90-Degree Turn

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A $2.3 million bridge in Bhopal, India, has a 90-degree turn, prompting the suspension of 7 engineers and blacklisting of construction firms. The bridge was meant to ease traffic congestion but has become a cautionary tale of bureaucratic infighting and design compromise.

Show HN: FFmpeg in plain English – LLM-assisted FFmpeg in the browser

Examples: “Keep the first 20 seconds of the video”, "Extract the audio into an mp3 file", "Mix the audio from the mp3 file into the video file, keep the length of the video!"

Monitoring My Homelab, Simply

The user created a simple monitoring program in Go to catch egregious issues in their system, using ntfy.sh for notifications and healthchecks.io as a dead man's switch. The program checks HTTP, DNS, TCP, and domain expiration, with retry functionality and reminder notifications every hour.

Final report on Alaska Airlines Flight 1282 in-flight exit door plug separation

https://www.ntsb.gov:443/investigations/PublishingImages/DCA24MA063%20Redacted%20Image.jpg
A Boeing 737-9 experienced in-flight separation of a door plug, causing depressurization and injuries to 8 people. The probable cause was Boeing's inadequate training and oversight.

The underground cathedral protecting Tokyo from floods (2018)

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Tokyo's intricate flood defence system, including dams and tunnels, protects the city from flooding but may struggle with climate change. Experts warn that changing rainfall patterns could overwhelm the city's infrastructure.

Diffsitter – A Tree-sitter based AST difftool to get meaningful semantic diffs

https://camo.githubusercontent.com/d7e7dc740e1d944a9a80e1b7220ba62784865234d138d98c720e5bcbc56668b4/68747470733a2f2f61736369696e656d612e6f72672f612f6a6f4549665038586f7855685a4b584571554438434550376a2e737667
diffsitter is a work in progress tool that creates semantically meaningful diffs by computing on the AST of a file. It uses tree-sitter parsers and supports languages supported by tree-sitter.

Turkey bans Grok over Erdoğan insults

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Turkey's president seeks a deal with Kurds for a political lifeline amid waning support. Arrested Istanbul mayor Ekrem İmamoğlu is booted out, sparking mass protests against Turkey's president.

Optimizing a Math Expression Parser in Rust

https://rpallas.xyz/assets/images/math_parser/flamegraph_1_naive_solution.png
The author optimized a Rust math expression parser to run in under 1 second by eliminating unnecessary allocations, processing bytes directly, parallelizing work, and optimizing file I/O. The final optimization used memory-mapped files, which allowed the operating system to efficiently map the file into process memory, resulting in a time reduction from 43 seconds to 0.98 seconds.

Orwell Diaries 1938-1942

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David Astor, a Royal Marine, describes the Dieppe raid as a failure with heavy Allied losses, except for destroying 270 German planes. He believes the raid proves an invasion of Europe is impossible due to strong German defenses.

Lasagna Battery Cell

https://amazingribs.com/wp-content/uploads/2020/10/two-cups-experiment.jpg
Reactive metals like aluminum and steel can create a battery with acidic foods, causing holes in foil and metal ions in food. Non-reactive materials like stainless steel, glass, and porcelain are safer for cooking and storing acidic foods.

A Century of Quantum Mechanics

https://home.cern/sites/default/files/2025-07/article_home.cern_.png
Werner Heisenberg wrote a letter to Wolfgang Pauli on July 9, 1925, revealing his new ideas on quantum mechanics. He aimed to replace the semi-classical picture of atoms with a more suitable model based on experimental observations.

U.S. will review social media for foreign student visa applications

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The US State Department will resume processing student visas but will review applicants' social media accounts for potential threats to national security. Foreign students must make their social media profiles public to avoid visa rejection.

Lossless Float Image Compression

https://aras-p.info/img/blog/2025/flt_img_m4max_exr.png
The user compared lossless compression methods for floating point images, including OpenEXR, JPEG-XL, and a custom "MOP" format using mesh optimizer, and found that mesh optimizer with zstd achieved the best compression ratio and performance. The user's results suggest that mesh optimizer is a promising option for losslessly compressing floating point images, especially for multi-layered ...

An open letter from educators who refuse the call to adopt GenAI in education

We reject GenAI adoption in schools and colleges due to its corrosive effects on agency, ethics, and environment. We pledge to uphold commitments that prioritize student learning, wellbeing, and academic integrity over corporate interests and technology.

Burning a Magnesium NeXT Cube (1993)

https://simson.net/ref/1993/cubefire.gif
Bob greene says he tried to burn a next cube computer in hopes of finding pyrotechnics. 'we were lucky to have brought it along,' green said. "it was like playing with fire" green: "we had to use magneisum powder, which is harmless, to ignite the metal" the computer exploded, but green was able to see the front of the cubed despite

At last, a use case for AI agents with sky-high ROI: Stealing crypto

https://regmedia.co.uk/2017/08/14/pickpocket_shutterstock.jpg
Researchers at UCL and USYD developed AI agent A1 to autonomously discover and exploit vulnerabilities in smart contracts, achieving a 62.96% success rate. A1 can generate executable code and has the potential to earn more from exploits than its operating costs, but raises concerns about the 10x asymmetry between attacker and defender rewards.

Belkin ending support for older Wemo products

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Wemo will end technical support for older products on January 31, 2026, affecting cloud connectivity features. Devices configured with Apple HomeKit will continue to function.

Executed Chinese prisoners likely used in UK exhibition (2021)

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Cadavers in the 'Real Bodies' exhibition in Birmingham may have been executed Chinese political prisoners. The exhibition's US organizers could not provide evidence of consent for the use of these cadavers.

Binding Application in Idris

Idris's binding application feature allows ergonomic writing of dependent types and facilitates idiomatic-looking for-loops. It also enables natural syntax for types like dependent pairs, subsets, and predicate transformers, making the language more expressive and readable.

Millions of Cars Exposed to Remote Hacking via PerfektBlue Attack

https://www.securityweek.com/wp-content/uploads/2025/01/Mercedes-Benz.jpeg
Researchers at PCA Cyber Security discovered critical Bluetooth vulnerabilities that can remotely hack millions of cars, allowing attackers to track vehicles, record audio, and potentially control functions. The PerfektBlue attack can be exploited with a single user click and affects recent infotainment models from Mercedes-Benz, Skoda, and Volkswagen.

The FBI Is Using Polygraphs to Test Officials' Loyalty

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How to scale RL to 10^26 FLOPs

https://substackcdn.com/image/fetch/$s_!6hjW!,w_520,h_272,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23e84ae2-5f9b-4748-aa99-11200f2ea70b_1536x1024.png
The author proposes unifying reinforcement learning (RL) with next-token prediction to scale RL and teach models to reason from general web data. This approach, called reasoning next-token prediction (RNTP), combines traditional language model pretraining and RL training to enable models to learn to reason without knowing what reasoning should look like.

US utilities plot big rise in electricity rates as data centre demand booms

https://www.ft.com/__origami/service/image/v2/images/raw/https%3A%2F%2Fd1e00ek4ebabms.cloudfront.net%2Fproduction%2F73ffddc7-6c0d-4f7d-8c5c-84fc6770ccb7.jpg?source=next-barrier-page
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eBPF: Connecting with Container Runtimes

https://avatars.githubusercontent.com/u/84621253?s=400&u=9e35c8575f24fc4af2c56a10f7b22ae83f784705&v=4
The Container Runtime Interface (CRI) connects to Container Runtime (CR) for Kubernetes awareness, providing rich information for various use-cases. It iterates over paths like /var/run or /run to establish a connection and return the corresponding service.

Show HN: I built a playground to showcase what Flux Kontext is good at

https://fluxkontextlab.com/_next/image?url=%2Fpages%2Fhome%2Fshowcase%2F1%2F0.webp&w=3840&q=75
Flux Kontext Dev is an AI-driven image editing tool that transforms user visions into reality. It uses the FLUX.1 Kontext [dev] model for professional-grade results with precise local and global edits.

Launch HN: Leaping (YC W25) – Self-Improving Voice AI

Leaping AI offers a voice AI platform that allows for easier testing and improvement of voice agents through a multi-stage, graph-like format. The platform enables self-improvement and A/B testing, making it suitable for large, sensitive use cases such as customer support and lead pre-qualification.

Dépanneurs

Walk Montreal duo C and D document individually owned Dépanneurs, corner convenience stores in Montreal, capturing their community significance. These local stores bring in $4 billion in tax revenue annually from beer, cigarettes, and lottery tickets.

Retail cyber attacks: NCA arrest four for attacks on M&S, Co-op and Harrods

https://www.nationalcrimeagency.gov.uk/images/NCA_Logo_website.png#joomlaImage://local-images/NCA_Logo_website.png?width=380&height=225
Four people, aged 17 to 20, were arrested in the UK for cyber attacks on M&S, Co-op, and Harrods. They remain in custody for questioning over Computer Misuse Act offences and organised crime.

EU rules ask tech giants to publicly track how, when AI models go off the rails

https://cdn.arstechnica.net/wp-content/uploads/2025/07/GettyImages-1793187673-640x379.jpg
The EU has published a code of practice for AI companies to prepare for the landmark AI Act, focusing on transparency, copyright protections, and public safety. The rules will initially be voluntary but will become mandatory in 2026, with companies that comply potentially benefiting from reduced administrative burdens.

The Robot Sculptors of Italy

Jim Durham, an American entrepreneur, bought the renowned Italian stone-carving atelier Franco Cervietti for $7 million. Durham aims to preserve traditional stone carving skills while incorporating robots to create unique and high-quality art pieces.

A job queue in two lines of JavaScript

https://jameshfisher.com/assets/granola.png
To create a job queue in JS, use chain.then(job, job) for ordered processing. This ensures jobs run even if previous ones reject or resolve.

El Salvador Tells UN That US Has "Exclusive" Jurisdiction over Detainees

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The US DOJ has been lying to US courts about its jurisdiction over people renditioned to El Salvador, claiming no control when the country's government says the US has exclusive jurisdiction. The DOJ concealed evidence that contradicts its core legal argument, showing the US has control over these individuals.

Programming Affordances That Invite Mistakes

https://substackcdn.com/image/fetch/$s_!cUlr!,w_520,h_272,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40651dce-48c9-4c56-9088-a35f5dc9aa21_682x500.png
The user shares a war story from their R&D startup where they lost all data from a psychology study due to a PHP script exiting early when email failed to send without internet access. They learned to handle errors more gracefully and moved away from PHP, adopting languages like JavaScript, Go, and Python to prevent costly mistakes.

HNSW as abstract data structure: video intro to Redis vector sets [video]

Could a Paper Plane Thrown from the ISS Survive the Flight?

https://www.sciencealert.com/images/2025/07/iss_paper_plane_header-642x260.jpg
Researchers from the University of Tokyo simulated and tested a paper airplane's reentry into Earth's atmosphere. The results showed the plane would rapidly slow down and experience uncontrollable tumbling due to air resistance.

Magic .env files built for sharing: Human-first, AI-friendly

https://varlock-pixel-art.dmno.workers.dev/characters/warlock1.gif
varlock is a declarative config schema tool that replaces dotenv with validation and security. It surfaces misconfiguration errors early with clear messages.

Your Prize for Saving Time at Work with AI: More Work

Artificial intelligence is expected to save us time, but the reward may be more work. Businesses may benefit from increased productivity, not employees.

Show HN: Built a desktop app to organize photos locally with duplicate detection

https://organizer.flipfocus.nl/assets/images/app-screenshot.png
FlipFocus organizes photos with intelligent sorting, duplicate detection, and offline operation. It supports various formats and offers copy and move modes with advanced duplicate identification.

AI is turning Apple into a "loser"

https://images.axios.com/UdPXesNOCDsfgj0JhYztHugA3xw=/0x0:1920x1080/1920x1080/2025/07/09/1752073371408.jpg?w=3840
Apple stock is down 15% this year due to concerns about its ability to compete in AI and weather tariff policy. Analysts say Apple needs to acquire AI companies or redefine itself to stay competitive.

Large-scale DNA study maps 37,000 years of human disease history

https://www.cam.ac.uk/sites/default/files/styles/content-885x432/public/news/research/news/late-neolithic-skull-from-madeso-credit-marie-louise-jorkov-885x428px.jpg?itok=PC_LMG0J
A new study found that zoonotic diseases spread in Eurasia around 6,500 years ago due to close cohabitation with domesticated animals. The study detected the world's oldest genetic trace of the plague bacterium, Yersinia pestis, in a 5,500-year-old sample.

Working with the UK Government to Protect Children Online

https://bsky.social/about/images/blogposts/age-assurance-comms-1.webp
Bluesky is updating its UK platform to comply with the Online Safety Act, offering users age verification options through Epic Games' Kids Web Services. Users under 18 or who opt out will have restricted access to content and features.

Show HN: asyncmcp – Run MCP over async transport via AWS SNS+SQS

https://opengraph.githubassets.com/362f581ced85e5ef371496bf32f38ac3dde93759f129ab074cc9918841d13bdf/bh-rat/asyncmcp
asyncmcp supports async transport layers for MCP clients and servers beyond stdio and Streamable Http transports. It allows MCP servers to direct requests to internal queues for processing without immediate response.

YouTube prepares crackdown on mass-produced videos as concern over AI slop grows

https://techcrunch.com/wp-content/uploads/2021/12/GettyImages-1184040131.jpg?w=1024
YouTube is updating its monetization policies to better identify mass-produced or repetitive content, which has been ineligible for monetization. The update aims to combat AI-generated content, known as "AI slop," that can damage YouTube's reputation and value.

Browser extensions turn nearly 1M browsers into website-scraping bots

https://cdn.arstechnica.net/wp-content/uploads/2025/07/web-browser-threat-640x480.jpg
Extensions with 909,000 downloads have been scraping websites on behalf of advertisers, compromising user privacy and security. The MellowTel library, used by these extensions, weakens web browsing security and allows unknown sites to be accessed without user consent.

PEP 779: Free-threaded Python is officially supported

https://docs.python.org/3.14/_images/social_previews/summary_whatsnew_3.14_b08d5981.png
Python 3.14 introduces a faster tail-call optimized interpreter, enhanced debugging with remote pdb attachments via PEP 768, improved free-threaded concurrency support, t-string templating syntax for safer code generation,and expanded compression options with Zstandard integration. It also enhances error handling with typo

Chimpfluencers Stick Grass in Their Ears and Butts in Latest Viral Trend

https://www.sciencealert.com/images/2025/07/Grass-fashion-for-chimps_header-1-642x260.jpg
Chimpanzees at a Zambian sanctuary started a viral trend of sticking grass in their ears and butts, which researchers believe serves a social purpose to strengthen bonds and create a sense of belonging. This behavior is an example of social learning and cultural transmission, similar to human trends like planking.

Millions of tonnes of nanoplastics are polluting the ocean

https://media.nature.com/w767/magazine-assets/d41586-025-02162-0/d41586-025-02162-0_51200774.jpg
Researchers found nanoplastics in the North Atlantic Ocean, with 18 milligrams per cubic meter detected at three depths. This tiny plastic pollution makes up the dominant fraction of marine plastic pollution, with 27 million tonnes spread across the top layer of the temperate to subtropical North Atlantic.

Bitchat - P2P Chat on Bluetooth (no Internet, phone number, etc.)

https://private-user-images.githubusercontent.com/212554440/462800094-2660f828-49c7-444d-beca-d8b01854667a.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3NTIxNzYzNDIsIm5iZiI6MTc1MjE3NjA0MiwicGF0aCI6Ii8yMTI1NTQ0NDAvNDYyODAwMDk0LTI2NjBmODI4LTQ5YzctNDQ0ZC1iZWNhLWQ4YjAxODU0NjY3YS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwNzEwJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDcxMFQxOTM0MDJaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT05YmU3MjBhZTRiMDU1NmU5MGE0NGUyZGNjMjFmNjgxZDhjZmRkMmJhNzhjMWM3Yzg4ZGUwMzUyN2YwYzFjMTlkJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.NJJqXhLWGj4sAMmMjbFgjfbZSq0isKBhk0NCAvOgLns
The app has security concerns with private messaging and channels, but public local chat is secure. It's a decentralized, peer-to-peer messaging app using Bluetooth mesh networks, no internet required.

LLMs show cultural theory was right about the death of the author

https://substackcdn.com/image/fetch/$s_!JWCV!,w_520,h_272,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faacefe00-9616-4e15-94dd-d2e7f4adee3c_596x923.jpeg
Leif Weatherby's book "Language Machines" argues that large language models (LLMs) demonstrate the principles of structural theory and can be seen as a practical example of how language can be generative and independent of human intentionality. Weatherby suggests that understanding LLMs requires a revival of the study of language as a system, combining cultural theory with information theory, ...

OpenAI to release web browser in challenge to Google Chrome

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OpenAI is releasing an AI-powered web browser to challenge Google Chrome, using artificial intelligence to change how consumers browse the web. The browser will give OpenAI direct access to user data, potentially putting pressure on Google's ad business.

AI Can't Take over Soon Enough for Me

https://rodyne.com/wp-content/uploads/platez.jpg
The user is cynical about politics and religion, believing they prioritize personal gain over the greater good, and thinks humanity is on the verge of collapse. They question whether an AI-run world would solve problems, but think it might not be any worse, and have explored this idea in their sci-fi book series.

Optical and Acoustic Super-Radiance via a Microtubule (2024)

Exploiting a 20 years old NTFS Vulnerability

https://swarm.ptsecurity.com/wp-content/uploads/2025/07/7c370ef2-Pasted-image-20250514184802.png
The article details an exploit targeting a vulnerability (CVE-2025-49689) in Windows NTFS using crafted virtual disks (VHDs), demonstrating how it can lead to memory corruption and privilege escalation. The exploit leverages insufficient integer overflow checks during LFS_RECORD parsing, allowing attackers to gain elevated privileges on affected systems.

A lightweight Cloudflare Dynamic DNS shell script

https://opengraph.githubassets.com/863567460af0266084212d52b6d02aa65e13c43b76f27f8429935c89ed55a896/fernvenue/cloudflare-ddns
The script logs DNS updates to a CSV file for history tracking and analysis. It can be run with various options to update Cloudflare DNS records and send updates via Telegram.

Boxtype–Devlog (Part 1)

https://inconvergent.net/img/writing/box/welcome.png
The user created a 2D platform game with an integrated level editor using ClojureScript, aiming for a simple and satisfying gameplay experience with limited mechanics. The game features a level editor with snapping grid, visual feedback, and shareable URLs, and the user plans to add generative sounds and more features in the future.

What's your AI development path?

When building AI-powered apps, start simple with OpenAI playground and SDK, and focus on iterative approach to deal with LLM stochastic nature. Most startups are not doing unique things, but rather applying AI to existing concepts, and VCs are investing in these startups to promote LLM adoption and phase out SaaS.